Peng Cheng 的 AI 实验室Peng Cheng's AI Lab
我着迷于大模型与智能体。这里记录我的实验与作品：多智能体编排、工具调用、RAG，以及让 AI 读文档、写代码、看懂设备。 I'm fascinated by LLMs and agents. This is where I keep my experiments — multi-agent orchestration, tool use, RAG, and AI that reads documents, writes code and understands machines.
01 — 作品Work
让多个智能体读懂需求文档，自动写出可编译的电池管理系统代码。 Agents that read requirement documents and write compilable battery-management firmware.
一个会看数据、会查资料、会做决定的运维智能体：告警 → 诊断 → 检索 → 处置。 An agent that reads telemetry, looks things up and acts: alarm → diagnose → retrieve → respond.
让大模型参与文档生产：照片归类、AI 校验与 Word 自动排版。 LLMs in document production: photo grouping, AI review and automated Word layout.
多个大模型协作解读市场，再用因子与回测去验证。 Several LLMs read the market together, then factors and backtests check them.
更多项目More projects
企业 AI 学习、资讯、实践与治理中台，内置页面感知助手。Enterprise hub for AI learning, news and governance, with a page-aware assistant.
↗ReAct 范式邮件 Agent：分类、回复草稿、信息抽取与提醒。A ReAct email agent: triage, reply drafts, extraction and reminders.
↗AI 内容流水线：拆解故事 DNA，驱动原创、剧本与 AI 视频。AI content pipeline: story DNA to original writing, scripts and AI video.
↗02 — 关于About
我是 Peng Cheng。比起和模型聊天，我更好奇它能替人把多少事真正做完：读懂一份几十页的协议、写出能编译的代码、在凌晨三点判断一次告警。这个网站是我的实验场，记录做过的东西，也记录踩过的坑。
I'm Peng Cheng. More than chatting with models, I'm curious how much real work they can finish on their own — reading a forty-page protocol, writing code that compiles, triaging an alarm at 3 a.m. This site is my lab: what I've built, and what I've learned the hard way.
真正有用的 AI 要能调用工具、读写系统，并为结果负责。对话只是入口。Useful AI calls tools, reads and writes real systems, and owns its results. Conversation is just the front door.
确定的交给代码，不确定的交给模型，关键决定留给人。这样的系统才可靠。Certainty goes to code, ambiguity to the model, and the critical call to a human. That is what makes it dependable.
从文档、代码到电池与设备，模型的边界在不断外扩。我想站在这条边界上做东西。From documents and code to batteries and machines, the frontier keeps moving outward. That edge is where I like to build.
03 — 联系Contact
对智能体、大模型，或者某个有点疯狂的想法感兴趣？欢迎来信。Into agents, LLMs, or a slightly crazy idea? Drop me a line.